{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here is a simpler example of the use of LIME for image classification by using Keras (v2 or greater)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Notebook run using keras: 2.3.1\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "import keras\n",
    "from keras.applications import inception_v3 as inc_net\n",
    "from keras.preprocessing import image\n",
    "from keras.applications.imagenet_utils import decode_predictions\n",
    "from skimage.io import imread\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "import numpy as np\n",
    "print('Notebook run using keras:', keras.__version__)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Using Inception\n",
    "Here we create a standard InceptionV3 pretrained model and use it on images by first preprocessing them with the preprocessing tools"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "inet_model = inc_net.InceptionV3()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "def transform_img_fn(path_list):\n",
    "    out = []\n",
    "    for img_path in path_list:\n",
    "        img = image.load_img(img_path, target_size=(299, 299))\n",
    "        x = image.img_to_array(img)\n",
    "        x = np.expand_dims(x, axis=0)\n",
    "        x = inc_net.preprocess_input(x)\n",
    "        out.append(x)\n",
    "    return np.vstack(out)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Let's see the top 5 prediction for some image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "('n07693725', 'bagel', 0.7663608)\n",
      "('n07745940', 'strawberry', 0.038803343)\n",
      "('n07614500', 'ice_cream', 0.027523879)\n",
      "('n02776631', 'bakery', 0.02690953)\n",
      "('n07695742', 'pretzel', 0.015458534)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "images = transform_img_fn([os.path.join('../manuscript/images/','pen.jpg')])\n",
    "# I'm dividing by 2 and adding 0.5 because of how this Inception represents images\n",
    "plt.imshow(images[0] / 2 + 0.5)\n",
    "preds = inet_model.predict(images)\n",
    "for x in decode_predictions(preds)[0]:\n",
    "    print(x)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "## Explanation\n",
    "Now let's get an explanation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "The autoreload extension is already loaded. To reload it, use:\n",
      "  %reload_ext autoreload\n"
     ]
    }
   ],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "import os,sys\n",
    "try:\n",
    "    import lime\n",
    "except:\n",
    "    sys.path.append(os.path.join('..', '..')) # add the current directory\n",
    "    import lime\n",
    "from lime import lime_image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "explainer = lime_image.LimeImageExplainer()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "hide_color is the color for a superpixel turned OFF. Alternatively, if it is NONE, the superpixel will be replaced by the average of its pixels. Here, we set it to 0 (in the representation used by inception model, 0 means gray)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "b1535535a6874a49ae5b75c8d5a344c6",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(FloatProgress(value=0.0, max=1000.0), HTML(value='')))"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "CPU times: user 13min 37s, sys: 33.7 s, total: 14min 10s\n",
      "Wall time: 4min 1s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "# Hide color is the color for a superpixel turned OFF. Alternatively, if it is NONE, the superpixel will be replaced by the average of its pixels\n",
    "explanation = explainer.explain_instance(images[0], inet_model.predict, top_labels=5, hide_color=0, num_samples=1000)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Image classifiers are a bit slow. Notice that an explanation on my Surface Book dGPU took 1min 29s"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Now let's see the explanation for the top class ( Black Bear)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can see the top 5 superpixels that are most positive towards the class with the rest of the image hidden"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "from skimage.segmentation import mark_boundaries"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Or with the rest of the image present:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can also see the 'pros and cons' (pros in green, cons in red)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f6856f07198>"
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "temp, mask = explanation.get_image_and_mask(explanation.top_labels[0], positive_only=False, num_features=10, hide_rest=False)\n",
    "plt.imshow(mark_boundaries(temp / 2 + 0.5, mask))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Or the pros and cons that have weight at least 0.1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f6856f3bdd8>"
      ]
     },
     "execution_count": 81,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "temp, mask = explanation.get_image_and_mask(explanation.top_labels[1], positive_only=False, num_features=10, hide_rest=False)\n",
    "plt.imshow(mark_boundaries(temp / 2 + 0.5, mask))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.3"
  },
  "widgets": {
   "state": {},
   "version": "1.1.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
